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TRACE is a skill-layer pipeline that mines user corrections from interactive coding agents to compile runtime checks, reducing repeated preference violations significantly better than memory alone, as demonstrated on ClawArena and MemoryArena tasks.
Yohei Nakajima shares a demo of a coding agent on activegraph that automatically produces a trace and graph.
A deep research agent based on active graphs that provides a full graph trace of claims, sources, and agent activity.
MemTrace is a new tool that makes LLM memory systems debuggable by tracing memory operations across multiple turns, addressing the black-box nature of current memory-augmented agents.